Profiling Report

Dataset statistics

Number of variables	18
Number of observations	12621960
Missing cells	15275736
Missing cells (%)	6.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.7 GiB
Average record size in memory	145.0 B

Variable types

Text	1
Numeric	7
Categorical	8
Boolean	2

Alerts

`Category` is highly overall correlated with `Exclude` and 2 other fields	High correlation
`Exclude` is highly overall correlated with `Category` and 3 other fields	High correlation
`Motif` is highly overall correlated with `Moving_Quickly` and 3 other fields	High correlation
`Moving_Quickly` is highly overall correlated with `Exclude` and 3 other fields	High correlation
`Predominant_Behavior` is highly overall correlated with `Category` and 4 other fields	High correlation
`Secondary_Descriptor` is highly overall correlated with `Category` and 4 other fields	High correlation
`centroid_x` is highly overall correlated with `rat`	High correlation
`centroid_y` is highly overall correlated with `rat`	High correlation
`distance` is highly overall correlated with `speed`	High correlation
`group` is highly overall correlated with `rat_id`	High correlation
`motif_hmm_650` is highly overall correlated with `Motif`	High correlation
`rat` is highly overall correlated with `centroid_x` and 2 other fields	High correlation
`rat_id` is highly overall correlated with `group` and 1 other fields	High correlation
`speed` is highly overall correlated with `distance`	High correlation
`in_center` is highly imbalanced (66.6%)	Imbalance
`Exclude` is highly imbalanced (53.1%)	Imbalance
`Moving_Quickly` has 5166976 (40.9%) missing values	Missing
`Predominant_Behavior` has 909134 (7.2%) missing values	Missing
`Secondary_Descriptor` has 8290492 (65.7%) missing values	Missing
`Category` has 909134 (7.2%) missing values	Missing
`rat` is uniformly distributed	Uniform
`motif_hmm_650` has 415439 (3.3%) zeros	Zeros
`Motif` has 415439 (3.3%) zeros	Zeros

Reproduction

Analysis started	2024-01-30 01:50:21.784797
Analysis finished	2024-01-30 02:17:10.082859
Duration	26 minutes and 48.3 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

file_name
Text

Distinct	468
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	192.6 MiB

Length

Max length	60
Median length	57
Mean length	57.692308
Min length	57

Characters and Unicode

Total characters	728190000
Distinct characters	51
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1
2nd row	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1
3rd row	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1
4th row	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1
5th row	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1

Value	Count	Frequency (%)
22-01-10_baseline_1_djl_tabb_cropped_crf0_0min_to_15min_rat1	26970	0.2%
22-01-10_baseline_1_djl_tgbh_cropped_crf0_0min_to_15min_rat3	26970	0.2%
22-01-10_baseline_1_djl_tabb_cropped_crf0_0min_to_15min_rat3	26970	0.2%
22-01-10_baseline_1_djl_tabb_cropped_crf0_0min_to_15min_rat4	26970	0.2%
22-01-10_baseline_1_djl_tcbd_cropped_crf0_0min_to_15min_rat1	26970	0.2%
22-01-10_baseline_1_djl_tcbd_cropped_crf0_0min_to_15min_rat2	26970	0.2%
22-01-10_baseline_1_djl_tcbd_cropped_crf0_0min_to_15min_rat3	26970	0.2%
22-01-10_baseline_1_djl_tcbd_cropped_crf0_0min_to_15min_rat4	26970	0.2%
22-01-10_baseline_1_djl_tebf_cropped_crf0_0min_to_15min_rat1	26970	0.2%
22-01-10_baseline_1_djl_tebf_cropped_crf0_0min_to_15min_rat2	26970	0.2%
Other values (458)	12352260	97.9%

Most occurring characters

Value	Count	Frequency (%)
_	126219600	17.3%
0	48546000	6.7%
2	37137690	5.1%
e	35924040	4.9%
1	33254010	4.6%
i	27833040	3.8%
n	27833040	3.8%
t	26214840	3.6%
R	26214840	3.6%
o	25243920	3.5%
Other values (41)	313768980	43.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	264737520	36.4%
Decimal Number	159554520	21.9%
Uppercase Letter	152434440	20.9%
Connector Punctuation	126219600	17.3%
Dash Punctuation	25243920	3.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	26214840	17.2%
B	16182000	10.6%
T	14671680	9.6%
D	14563800	9.6%
F	13700760	9.0%
J	13592880	8.9%
L	13592880	8.9%
C	13592880	8.9%
W	10140720	6.7%
K	1186680	0.8%
Other values (14)	14995320	9.8%

Lowercase Letter

Value	Count	Frequency (%)
e	35924040	13.6%
i	27833040	10.5%
n	27833040	10.5%
t	26214840	9.9%
o	25243920	9.5%
p	25243920	9.5%
m	25243920	9.5%
a	15211080	5.7%
r	14563800	5.5%
c	12621960	4.8%
Other values (6)	28803960	10.9%

Decimal Number

Value	Count	Frequency (%)
0	48546000	30.4%
2	37137690	23.3%
1	33254010	20.8%
5	17152920	10.8%
4	8981010	5.6%
3	8010090	5.0%
6	3236400	2.0%
8	2589120	1.6%
9	647280	0.4%

Connector Punctuation

Value	Count	Frequency (%)
_	126219600	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	25243920	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	417171960	57.3%
Common	311018040	42.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	35924040	8.6%
i	27833040	6.7%
n	27833040	6.7%
t	26214840	6.3%
R	26214840	6.3%
o	25243920	6.1%
p	25243920	6.1%
m	25243920	6.1%
B	16182000	3.9%
a	15211080	3.6%
Other values (30)	166027320	39.8%

Common

Value	Count	Frequency (%)
_	126219600	40.6%
0	48546000	15.6%
2	37137690	11.9%
1	33254010	10.7%
-	25243920	8.1%
5	17152920	5.5%
4	8981010	2.9%
3	8010090	2.6%
6	3236400	1.0%
8	2589120	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	728190000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
_	126219600	17.3%
0	48546000	6.7%
2	37137690	5.1%
e	35924040	4.9%
1	33254010	4.6%
i	27833040	3.8%
n	27833040	3.8%
t	26214840	3.6%
R	26214840	3.6%
o	25243920	3.5%
Other values (41)	313768980	43.1%

frame
Real number (ℝ)

Distinct	26970
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13484.5

Minimum	0
Maximum	26969
Zeros	468
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	192.6 MiB

Quantile statistics

Minimum	0
5-th percentile	1348
Q1	6742
median	13484.5
Q3	20227
95-th percentile	25621
Maximum	26969
Range	26969
Interquartile range (IQR)	13485

Descriptive statistics

Standard deviation	7785.5687
Coefficient of variation (CV)	0.5773717
Kurtosis	-1.2
Mean	13484.5
Median Absolute Deviation (MAD)	6742.5
Skewness	0
Sum	1.7020082 × 10¹¹
Variance	60615080
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	468	< 0.1%
17963	468	< 0.1%
17987	468	< 0.1%
17986	468	< 0.1%
17985	468	< 0.1%
17984	468	< 0.1%
17983	468	< 0.1%
17982	468	< 0.1%
17981	468	< 0.1%
17980	468	< 0.1%
Other values (26960)	12617280	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	468	< 0.1%
1	468	< 0.1%
2	468	< 0.1%
3	468	< 0.1%
4	468	< 0.1%
5	468	< 0.1%
6	468	< 0.1%
7	468	< 0.1%
8	468	< 0.1%
9	468	< 0.1%

Value	Count	Frequency (%)
26969	468	< 0.1%
26968	468	< 0.1%
26967	468	< 0.1%
26966	468	< 0.1%
26965	468	< 0.1%
26964	468	< 0.1%
26963	468	< 0.1%
26962	468	< 0.1%
26961	468	< 0.1%
26960	468	< 0.1%

motif_hmm_650
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.139519

Minimum	0
Maximum	39
Zeros	415439
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	192.6 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	18
Q3	27
95-th percentile	36
Maximum	39
Range	39
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	11.058083
Coefficient of variation (CV)	0.60961283
Kurtosis	-1.0404659
Mean	18.139519
Median Absolute Deviation (MAD)	9
Skewness	0.091913321
Sum	2.2895628 × 10⁸
Variance	122.28121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
20	549827	4.4%
22	505043	4.0%
23	500697	4.0%
2	494792	3.9%
15	486322	3.9%
28	481264	3.8%
25	470826	3.7%
8	463476	3.7%
1	446186	3.5%
0	415439	3.3%
Other values (30)	7808088	61.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	415439	3.3%
1	446186	3.5%
2	494792	3.9%
3	185081	1.5%
4	241433	1.9%
5	275160	2.2%
6	228702	1.8%
7	296887	2.4%
8	463476	3.7%
9	219514	1.7%

Value	Count	Frequency (%)
39	131031	1.0%
38	264651	2.1%
37	198652	1.6%
36	371074	2.9%
35	262182	2.1%
34	267704	2.1%
33	229111	1.8%
32	305242	2.4%
31	233	< 0.1%
30	246862	2.0%

centroid_x
Real number (ℝ)

HIGH CORRELATION

Distinct	8477894
Distinct (%)	67.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	299.58075

Minimum	21.309204
Maximum	630.2107
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	192.6 MiB

Quantile statistics

Minimum	21.309204
5-th percentile	58.31167
Q1	80.336666
median	334.48778
Q3	483.84117
95-th percentile	592.8322
Maximum	630.2107
Range	608.9015
Interquartile range (IQR)	403.5045

Descriptive statistics

Standard deviation	201.53799
Coefficient of variation (CV)	0.67273344
Kurtosis	-1.5410139
Mean	299.58075
Median Absolute Deviation (MAD)	230.52156
Skewness	0.1169313
Sum	3.7812962 × 10⁹
Variance	40617.56
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
592.5728	16	< 0.1%
582.30963	15	< 0.1%
575.4343	15	< 0.1%
581.4392	15	< 0.1%
593.27814	14	< 0.1%
587.7342	14	< 0.1%
580.50073	14	< 0.1%
594.2528	14	< 0.1%
589.75006	14	< 0.1%
593.4699	14	< 0.1%
Other values (8477884)	12621815	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.309204	1	< 0.1%
21.342188	1	< 0.1%
21.629887	1	< 0.1%
21.700506	1	< 0.1%
22.305332	1	< 0.1%
22.331964	1	< 0.1%
22.955336	1	< 0.1%
23.167027	1	< 0.1%
23.35288	1	< 0.1%
23.456802	1	< 0.1%

Value	Count	Frequency (%)
630.2107	1	< 0.1%
630.0491	1	< 0.1%
628.40826	1	< 0.1%
627.9597	1	< 0.1%
626.09924	1	< 0.1%
625.4818	1	< 0.1%
625.33374	1	< 0.1%
625.3282	1	< 0.1%
625.0347	1	< 0.1%
625.0173	1	< 0.1%

centroid_y
Real number (ℝ)

HIGH CORRELATION

Distinct	8011955
Distinct (%)	63.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	345.26661

Minimum	33.870197
Maximum	625.66895
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	192.6 MiB

Quantile statistics

Minimum	33.870197
5-th percentile	68.470696
Q1	222.9681
median	328.47266
Q3	531.19366
95-th percentile	589.77344
Maximum	625.66895
Range	591.79875
Interquartile range (IQR)	308.22556

Descriptive statistics

Standard deviation	174.50349
Coefficient of variation (CV)	0.50541665
Kurtosis	-1.2538612
Mean	345.26661
Median Absolute Deviation (MAD)	151.54609
Skewness	-0.028541104
Sum	4.3579414 × 10⁹
Variance	30451.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
577.58014	17	< 0.1%
577.15295	17	< 0.1%
578.5644	16	< 0.1%
576.8431	16	< 0.1%
579.9652	15	< 0.1%
570.84534	15	< 0.1%
586.84174	15	< 0.1%
586.8863	15	< 0.1%
579.7055	15	< 0.1%
586.18744	15	< 0.1%
Other values (8011945)	12621804	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.870197	1	< 0.1%
33.871677	1	< 0.1%
33.955666	1	< 0.1%
33.96398	1	< 0.1%
34.07011	1	< 0.1%
34.398083	1	< 0.1%
34.50547	1	< 0.1%
34.568867	1	< 0.1%
34.629757	1	< 0.1%
34.79434	1	< 0.1%

Value	Count	Frequency (%)
625.66895	1	< 0.1%
625.0903	1	< 0.1%
624.2235	1	< 0.1%
622.7253	1	< 0.1%
620.85626	1	< 0.1%
620.7995	1	< 0.1%
620.5762	1	< 0.1%
620.1259	1	< 0.1%
620.05914	1	< 0.1%
620.01697	1	< 0.1%

in_center
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	192.6 MiB

0.0	11842773
1.0	779187

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	37865880
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	11842773	93.8%
1.0	779187	6.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	11842773	93.8%
1.0	779187	6.2%

Most occurring characters

Value	Count	Frequency (%)
0	24464733	64.6%
.	12621960	33.3%
1	779187	2.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25243920	66.7%
Other Punctuation	12621960	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	24464733	96.9%
1	779187	3.1%

Other Punctuation

Value	Count	Frequency (%)
.	12621960	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	37865880	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	24464733	64.6%
.	12621960	33.3%
1	779187	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37865880	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	24464733	64.6%
.	12621960	33.3%
1	779187	2.1%

distance
Real number (ℝ)

HIGH CORRELATION

Distinct	11346129
Distinct (%)	89.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1773651

Minimum	7.142701 × 10^-6
Maximum	11.729444
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	192.6 MiB

Quantile statistics

Minimum	7.142701 × 10^-6
5-th percentile	0.0073130835
Q1	0.028875574
median	0.074520355
Q3	0.18493218
95-th percentile	0.78468028
Maximum	11.729444
Range	11.729437
Interquartile range (IQR)	0.1560566

Descriptive statistics

Standard deviation	0.28175685
Coefficient of variation (CV)	1.5885699
Kurtosis	14.088951
Mean	0.1773651
Median Absolute Deviation (MAD)	0.055968503
Skewness	3.2648956
Sum	2238695.2
Variance	0.079386924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.008894745	182	< 0.1%
0.04950115	132	< 0.1%
0.013804477	82	< 0.1%
0.05827828	66	< 0.1%
0.008747817	53	< 0.1%
0.13631444	50	< 0.1%
0.06681175	49	< 0.1%
0.03953116	48	< 0.1%
0.13740107	40	< 0.1%
0.084319	36	< 0.1%
Other values (11346119)	12621222	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.142701 × 10^-6	1	< 0.1%
8.833231 × 10^-6	1	< 0.1%
1.5805097 × 10^-5	1	< 0.1%
1.907038 × 10^-5	1	< 0.1%
1.9821771 × 10^-5	1	< 0.1%
2.0852629 × 10^-5	1	< 0.1%
2.1335338 × 10^-5	1	< 0.1%
2.1438038 × 10^-5	1	< 0.1%
2.3450972 × 10^-5	1	< 0.1%
2.4067731 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
11.7294445	1	< 0.1%
11.706009	1	< 0.1%
11.17524	1	< 0.1%
9.56251	1	< 0.1%
9.482468	1	< 0.1%
9.046187	1	< 0.1%
8.752678	1	< 0.1%
8.302079	1	< 0.1%
8.046537	1	< 0.1%
8.038197	1	< 0.1%

speed
Real number (ℝ)

HIGH CORRELATION

Distinct	11267460
Distinct (%)	89.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3215854

Minimum	0.00796373
Maximum	116.38814
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	192.6 MiB

Quantile statistics

Minimum	0.00796373
5-th percentile	0.29368799
Q1	0.96012717
median	2.3152779
Q3	5.5152233
95-th percentile	23.273718
Maximum	116.38814
Range	116.38018
Interquartile range (IQR)	4.5550961

Descriptive statistics

Standard deviation	8.2763471
Coefficient of variation (CV)	1.5552409
Kurtosis	12.126764
Mean	5.3215854
Median Absolute Deviation (MAD)	1.6642217
Skewness	3.1918233
Sum	67168838
Variance	68.497921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.26684237	178	< 0.1%
1.4850345	128	< 0.1%
0.4141343	79	< 0.1%
1.7483484	63	< 0.1%
0.2624345	49	< 0.1%
2.0043526	46	< 0.1%
4.089433	46	< 0.1%
1.1859348	45	< 0.1%
4.122032	36	< 0.1%
2.52957	32	< 0.1%
Other values (11267450)	12621258	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00796373	1	< 0.1%
0.008488682	1	< 0.1%
0.008681333	1	< 0.1%
0.009028143	1	< 0.1%
0.010097986	1	< 0.1%
0.010422492	1	< 0.1%
0.01080666	1	< 0.1%
0.010972135	1	< 0.1%
0.011098506	1	< 0.1%
0.011235485	1	< 0.1%

Value	Count	Frequency (%)
116.38814	1	< 0.1%
114.620026	1	< 0.1%
112.355034	1	< 0.1%
110.52341	1	< 0.1%
108.23665	1	< 0.1%
105.33802	1	< 0.1%
101.9892	1	< 0.1%
101.62444	1	< 0.1%
100.751114	1	< 0.1%
100.62463	1	< 0.1%

rat
Categorical

HIGH CORRELATION UNIFORM

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	192.6 MiB

Rat1	3155490
Rat2	3155490
Rat3	3155490
Rat4	3155490

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	50487840
Distinct characters	7
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Rat1
2nd row	Rat1
3rd row	Rat1
4th row	Rat1
5th row	Rat1

Common Values

Value	Count	Frequency (%)
Rat1	3155490	25.0%
Rat2	3155490	25.0%
Rat3	3155490	25.0%
Rat4	3155490	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rat1	3155490	25.0%
rat2	3155490	25.0%
rat3	3155490	25.0%
rat4	3155490	25.0%

Most occurring characters

Value	Count	Frequency (%)
R	12621960	25.0%
a	12621960	25.0%
t	12621960	25.0%
1	3155490	6.2%
2	3155490	6.2%
3	3155490	6.2%
4	3155490	6.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	25243920	50.0%
Uppercase Letter	12621960	25.0%
Decimal Number	12621960	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	3155490	25.0%
2	3155490	25.0%
3	3155490	25.0%
4	3155490	25.0%

Lowercase Letter

Value	Count	Frequency (%)
a	12621960	50.0%
t	12621960	50.0%

Uppercase Letter

Value	Count	Frequency (%)
R	12621960	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	37865880	75.0%
Common	12621960	25.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	3155490	25.0%
2	3155490	25.0%
3	3155490	25.0%
4	3155490	25.0%

Latin

Value	Count	Frequency (%)
R	12621960	33.3%
a	12621960	33.3%
t	12621960	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50487840	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	12621960	25.0%
a	12621960	25.0%
t	12621960	25.0%
1	3155490	6.2%
2	3155490	6.2%
3	3155490	6.2%
4	3155490	6.2%

rat_id
Categorical

HIGH CORRELATION

Distinct	48
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	192.6 MiB

A1	269700
Y1	269700
M1	269700
K1	269700
F2	269700
Other values (43)	11273460

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	25243920
Distinct characters	26
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A1
2nd row	A1
3rd row	A1
4th row	A1
5th row	A1

Common Values

Value	Count	Frequency (%)
A1	269700	2.1%
Y1	269700	2.1%
M1	269700	2.1%
K1	269700	2.1%
F2	269700	2.1%
P2	269700	2.1%
D2	269700	2.1%
E1	269700	2.1%
E2	269700	2.1%
F1	269700	2.1%
Other values (38)	9924960	78.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a1	269700	2.1%
x2	269700	2.1%
l2	269700	2.1%
a2	269700	2.1%
x1	269700	2.1%
y1	269700	2.1%
n2	269700	2.1%
o1	269700	2.1%
o2	269700	2.1%
m2	269700	2.1%
Other values (38)	9924960	78.6%

Most occurring characters

Value	Count	Frequency (%)
2	6310980	25.0%
1	6310980	25.0%
A	539400	2.1%
I	539400	2.1%
W	539400	2.1%
T	539400	2.1%
S	539400	2.1%
O	539400	2.1%
N	539400	2.1%
X	539400	2.1%
Other values (16)	8306760	32.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12621960	50.0%
Uppercase Letter	12621960	50.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	539400	4.3%
I	539400	4.3%
W	539400	4.3%
T	539400	4.3%
S	539400	4.3%
O	539400	4.3%
N	539400	4.3%
X	539400	4.3%
H	539400	4.3%
L	539400	4.3%
Other values (14)	7227960	57.3%

Decimal Number

Value	Count	Frequency (%)
2	6310980	50.0%
1	6310980	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	12621960	50.0%
Latin	12621960	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	539400	4.3%
I	539400	4.3%
W	539400	4.3%
T	539400	4.3%
S	539400	4.3%
O	539400	4.3%
N	539400	4.3%
X	539400	4.3%
H	539400	4.3%
L	539400	4.3%
Other values (14)	7227960	57.3%

Common

Value	Count	Frequency (%)
2	6310980	50.0%
1	6310980	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25243920	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	6310980	25.0%
1	6310980	25.0%
A	539400	2.1%
I	539400	2.1%
W	539400	2.1%
T	539400	2.1%
S	539400	2.1%
O	539400	2.1%
N	539400	2.1%
X	539400	2.1%
Other values (16)	8306760	32.9%

group
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	192.6 MiB

Sham	3236400
Injured	3236400
Treated	3236400
ABX	2912760

Length

Max length	7
Median length	7
Mean length	5.3076923
Min length	3

Characters and Unicode

Total characters	66993480
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sham
2nd row	Sham
3rd row	Sham
4th row	Sham
5th row	Sham

Common Values

Value	Count	Frequency (%)
Sham	3236400	25.6%
Injured	3236400	25.6%
Treated	3236400	25.6%
ABX	2912760	23.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sham	3236400	25.6%
injured	3236400	25.6%
treated	3236400	25.6%
abx	2912760	23.1%

Most occurring characters

Value	Count	Frequency (%)
e	9709200	14.5%
a	6472800	9.7%
r	6472800	9.7%
d	6472800	9.7%
S	3236400	4.8%
h	3236400	4.8%
m	3236400	4.8%
I	3236400	4.8%
n	3236400	4.8%
j	3236400	4.8%
Other values (6)	18447480	27.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	48546000	72.5%
Uppercase Letter	18447480	27.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	9709200	20.0%
a	6472800	13.3%
r	6472800	13.3%
d	6472800	13.3%
h	3236400	6.7%
m	3236400	6.7%
n	3236400	6.7%
j	3236400	6.7%
u	3236400	6.7%
t	3236400	6.7%

Uppercase Letter

Value	Count	Frequency (%)
S	3236400	17.5%
I	3236400	17.5%
T	3236400	17.5%
A	2912760	15.8%
B	2912760	15.8%
X	2912760	15.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	66993480	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	9709200	14.5%
a	6472800	9.7%
r	6472800	9.7%
d	6472800	9.7%
S	3236400	4.8%
h	3236400	4.8%
m	3236400	4.8%
I	3236400	4.8%
n	3236400	4.8%
j	3236400	4.8%
Other values (6)	18447480	27.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	66993480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	9709200	14.5%
a	6472800	9.7%
r	6472800	9.7%
d	6472800	9.7%
S	3236400	4.8%
h	3236400	4.8%
m	3236400	4.8%
I	3236400	4.8%
n	3236400	4.8%
j	3236400	4.8%
Other values (6)	18447480	27.5%

time_point
Categorical

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	192.6 MiB

Baseline_1	1294560
Baseline_2	1294560
Week_02	1294560
Week_04	1294560
Week_06	1294560
Other values (5)	6149160

Length

Max length	10
Median length	7
Mean length	7.6923077
Min length	7

Characters and Unicode

Total characters	97092000
Distinct characters	24
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Baseline_1
2nd row	Baseline_1
3rd row	Baseline_1
4th row	Baseline_1
5th row	Baseline_1

Common Values

Value	Count	Frequency (%)
Baseline_1	1294560	10.3%
Baseline_2	1294560	10.3%
Week_02	1294560	10.3%
Week_04	1294560	10.3%
Week_06	1294560	10.3%
Week_08	1294560	10.3%
Week_11	1294560	10.3%
Week_13	1294560	10.3%
Week_15	1294560	10.3%
Drug_Trt	970920	7.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
baseline_1	1294560	10.3%
baseline_2	1294560	10.3%
week_02	1294560	10.3%
week_04	1294560	10.3%
week_06	1294560	10.3%
week_08	1294560	10.3%
week_11	1294560	10.3%
week_13	1294560	10.3%
week_15	1294560	10.3%
drug_trt	970920	7.7%

Most occurring characters

Value	Count	Frequency (%)
e	23302080	24.0%
_	12621960	13.0%
k	9061920	9.3%
W	9061920	9.3%
1	6472800	6.7%
0	5178240	5.3%
a	2589120	2.7%
2	2589120	2.7%
B	2589120	2.7%
n	2589120	2.7%
Other values (14)	21036600	21.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	50164200	51.7%
Decimal Number	20712960	21.3%
Uppercase Letter	13592880	14.0%
Connector Punctuation	12621960	13.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	23302080	46.5%
k	9061920	18.1%
a	2589120	5.2%
n	2589120	5.2%
i	2589120	5.2%
l	2589120	5.2%
s	2589120	5.2%
r	1941840	3.9%
u	970920	1.9%
g	970920	1.9%

Decimal Number

Value	Count	Frequency (%)
1	6472800	31.2%
0	5178240	25.0%
2	2589120	12.5%
4	1294560	6.2%
6	1294560	6.2%
8	1294560	6.2%
3	1294560	6.2%
5	1294560	6.2%

Uppercase Letter

Value	Count	Frequency (%)
W	9061920	66.7%
B	2589120	19.0%
D	970920	7.1%
T	970920	7.1%

Connector Punctuation

Value	Count	Frequency (%)
_	12621960	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	63757080	65.7%
Common	33334920	34.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	23302080	36.5%
k	9061920	14.2%
W	9061920	14.2%
a	2589120	4.1%
B	2589120	4.1%
n	2589120	4.1%
i	2589120	4.1%
l	2589120	4.1%
s	2589120	4.1%
r	1941840	3.0%
Other values (5)	4854600	7.6%

Common

Value	Count	Frequency (%)
_	12621960	37.9%
1	6472800	19.4%
0	5178240	15.5%
2	2589120	7.8%
4	1294560	3.9%
6	1294560	3.9%
8	1294560	3.9%
3	1294560	3.9%
5	1294560	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	97092000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	23302080	24.0%
_	12621960	13.0%
k	9061920	9.3%
W	9061920	9.3%
1	6472800	6.7%
0	5178240	5.3%
a	2589120	2.7%
2	2589120	2.7%
B	2589120	2.7%
n	2589120	2.7%
Other values (14)	21036600	21.7%

Motif
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.139519

Minimum	0
Maximum	39
Zeros	415439
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	192.6 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	18
Q3	27
95-th percentile	36
Maximum	39
Range	39
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	11.058083
Coefficient of variation (CV)	0.60961283
Kurtosis	-1.0404659
Mean	18.139519
Median Absolute Deviation (MAD)	9
Skewness	0.091913321
Sum	2.2895628 × 10⁸
Variance	122.28121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
20	549827	4.4%
22	505043	4.0%
23	500697	4.0%
2	494792	3.9%
15	486322	3.9%
28	481264	3.8%
25	470826	3.7%
8	463476	3.7%
1	446186	3.5%
0	415439	3.3%
Other values (30)	7808088	61.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	415439	3.3%
1	446186	3.5%
2	494792	3.9%
3	185081	1.5%
4	241433	1.9%
5	275160	2.2%
6	228702	1.8%
7	296887	2.4%
8	463476	3.7%
9	219514	1.7%

Value	Count	Frequency (%)
39	131031	1.0%
38	264651	2.1%
37	198652	1.6%
36	371074	2.9%
35	262182	2.1%
34	267704	2.1%
33	229111	1.8%
32	305242	2.4%
31	233	< 0.1%
30	246862	2.0%

Exclude
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	108.3 MiB

False	11360481
True	1261479

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	11360481	90.0%
True	1261479	10.0%

Moving_Quickly
Boolean

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	5166976
Missing (%)	40.9%
Memory size	192.6 MiB

False	4230312
True	3224672
(Missing)	5166976

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4230312	33.5%
True	3224672	25.5%
(Missing)	5166976	40.9%

Predominant_Behavior
Categorical

HIGH CORRELATION MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	909134
Missing (%)	7.2%
Memory size	192.6 MiB

Sniffing	5184591
Rearing	3060784
Stationary	1464819
Grooming	1168789
Walking	728127

Length

Max length	15
Median length	8
Mean length	7.9898179
Min length	7

Characters and Unicode

Total characters	93583347
Distinct characters	25
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Rearing
2nd row	Rearing
3rd row	Rearing
4th row	Rearing
5th row	Rearing

Common Values

Value	Count	Frequency (%)
Sniffing	5184591	41.1%
Rearing	3060784	24.2%
Stationary	1464819	11.6%
Grooming	1168789	9.3%
Walking	728127	5.8%
Mixed behaviors	105716	0.8%
(Missing)	909134	7.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sniffing	5184591	43.9%
rearing	3060784	25.9%
stationary	1464819	12.4%
grooming	1168789	9.9%
walking	728127	6.2%
mixed	105716	0.9%
behaviors	105716	0.9%

Most occurring characters

Value	Count	Frequency (%)
i	17003133	18.2%
n	16791701	17.9%
f	10369182	11.1%
g	10142291	10.8%
a	6824265	7.3%
S	6649410	7.1%
r	5800108	6.2%
o	3908113	4.2%
e	3272216	3.5%
R	3060784	3.3%
Other values (15)	9762144	10.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	81764805	87.4%
Uppercase Letter	11712826	12.5%
Space Separator	105716	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	17003133	20.8%
n	16791701	20.5%
f	10369182	12.7%
g	10142291	12.4%
a	6824265	8.3%
r	5800108	7.1%
o	3908113	4.8%
e	3272216	4.0%
t	2929638	3.6%
y	1464819	1.8%
Other values (9)	3259339	4.0%

Uppercase Letter

Value	Count	Frequency (%)
S	6649410	56.8%
R	3060784	26.1%
G	1168789	10.0%
W	728127	6.2%
M	105716	0.9%

Space Separator

Value	Count	Frequency (%)
	105716	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	93477631	99.9%
Common	105716	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	17003133	18.2%
n	16791701	18.0%
f	10369182	11.1%
g	10142291	10.8%
a	6824265	7.3%
S	6649410	7.1%
r	5800108	6.2%
o	3908113	4.2%
e	3272216	3.5%
R	3060784	3.3%
Other values (14)	9656428	10.3%

Common

Value	Count	Frequency (%)
	105716	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93583347	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	17003133	18.2%
n	16791701	17.9%
f	10369182	11.1%
g	10142291	10.8%
a	6824265	7.3%
S	6649410	7.1%
r	5800108	6.2%
o	3908113	4.2%
e	3272216	3.5%
R	3060784	3.3%
Other values (15)	9762144	10.4%

Secondary_Descriptor
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	8290492
Missing (%)	65.7%
Memory size	192.6 MiB

Active	3249868
Stationary	816949
Quick	264651

Length

Max length	10
Median length	6
Mean length	6.6933319
Min length	5

Characters and Unicode

Total characters	28991953
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Active
2nd row	Active
3rd row	Active
4th row	Active
5th row	Active

Common Values

Value	Count	Frequency (%)
Active	3249868	25.7%
Stationary	816949	6.5%
Quick	264651	2.1%
(Missing)	8290492	65.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
active	3249868	75.0%
stationary	816949	18.9%
quick	264651	6.1%

Most occurring characters

Value	Count	Frequency (%)
t	4883766	16.8%
i	4331468	14.9%
c	3514519	12.1%
A	3249868	11.2%
v	3249868	11.2%
e	3249868	11.2%
a	1633898	5.6%
S	816949	2.8%
o	816949	2.8%
n	816949	2.8%
Other values (5)	2427851	8.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	24660485	85.1%
Uppercase Letter	4331468	14.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	4883766	19.8%
i	4331468	17.6%
c	3514519	14.3%
v	3249868	13.2%
e	3249868	13.2%
a	1633898	6.6%
o	816949	3.3%
n	816949	3.3%
r	816949	3.3%
y	816949	3.3%
Other values (2)	529302	2.1%

Uppercase Letter

Value	Count	Frequency (%)
A	3249868	75.0%
S	816949	18.9%
Q	264651	6.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	28991953	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	4883766	16.8%
i	4331468	14.9%
c	3514519	12.1%
A	3249868	11.2%
v	3249868	11.2%
e	3249868	11.2%
a	1633898	5.6%
S	816949	2.8%
o	816949	2.8%
n	816949	2.8%
Other values (5)	2427851	8.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	28991953	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	4883766	16.8%
i	4331468	14.9%
c	3514519	12.1%
A	3249868	11.2%
v	3249868	11.2%
e	3249868	11.2%
a	1633898	5.6%
S	816949	2.8%
o	816949	2.8%
n	816949	2.8%
Other values (5)	2427851	8.4%

Category
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	909134
Missing (%)	7.2%
Memory size	192.6 MiB

Exploratory	8510026
Locomotor	1632265
Resting	1464819
Mixed	105716

Length

Max length	11
Median length	11
Mean length	10.166887
Min length	5

Characters and Unicode

Total characters	119082984
Distinct characters	20
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Exploratory
2nd row	Exploratory
3rd row	Exploratory
4th row	Exploratory
5th row	Exploratory

Common Values

Value	Count	Frequency (%)
Exploratory	8510026	67.4%
Locomotor	1632265	12.9%
Resting	1464819	11.6%
Mixed	105716	0.8%
(Missing)	909134	7.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
exploratory	8510026	72.7%
locomotor	1632265	13.9%
resting	1464819	12.5%
mixed	105716	0.9%

Most occurring characters

Value	Count	Frequency (%)
o	23549112	19.8%
r	18652317	15.7%
t	11607110	9.7%
x	8615742	7.2%
E	8510026	7.1%
p	8510026	7.1%
l	8510026	7.1%
a	8510026	7.1%
y	8510026	7.1%
m	1632265	1.4%
Other values (10)	12476308	10.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	107370158	90.2%
Uppercase Letter	11712826	9.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	23549112	21.9%
r	18652317	17.4%
t	11607110	10.8%
x	8615742	8.0%
p	8510026	7.9%
l	8510026	7.9%
a	8510026	7.9%
y	8510026	7.9%
m	1632265	1.5%
c	1632265	1.5%
Other values (6)	7641243	7.1%

Uppercase Letter

Value	Count	Frequency (%)
E	8510026	72.7%
L	1632265	13.9%
R	1464819	12.5%
M	105716	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	119082984	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	23549112	19.8%
r	18652317	15.7%
t	11607110	9.7%
x	8615742	7.2%
E	8510026	7.1%
p	8510026	7.1%
l	8510026	7.1%
a	8510026	7.1%
y	8510026	7.1%
m	1632265	1.4%
Other values (10)	12476308	10.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	119082984	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	23549112	19.8%
r	18652317	15.7%
t	11607110	9.7%
x	8615742	7.2%
E	8510026	7.1%
p	8510026	7.1%
l	8510026	7.1%
a	8510026	7.1%
y	8510026	7.1%
m	1632265	1.4%
Other values (10)	12476308	10.5%

Auto

Heatmap
Table

	Category	Exclude	Motif	Moving_Quickly	Predominant_Behavior	Secondary_Descriptor	centroid_x	centroid_y	distance	frame	group	in_center	motif_hmm_650	rat	rat_id	speed	time_point
Category	1.000	0.622	0.169	0.358	0.979	1.000	0.018	0.029	-0.349	0.181	0.031	0.040	0.169	0.048	0.110	-0.375	0.055
Exclude	0.622	1.000	0.101	1.000	0.656	1.000	-0.007	0.036	-0.122	-0.014	0.019	0.038	0.101	0.057	0.085	-0.134	0.060
Motif	0.169	0.101	1.000	0.635	0.505	0.827	0.014	0.017	-0.144	0.061	0.035	0.077	1.000	0.100	0.088	-0.155	0.038
Moving_Quickly	0.358	1.000	0.635	1.000	0.624	0.564	0.004	-0.088	0.424	-0.232	0.026	0.058	0.055	0.074	0.126	0.464	0.084
Predominant_Behavior	0.979	0.656	0.505	0.624	1.000	1.000	0.090	-0.070	0.018	0.008	0.047	0.093	-0.067	0.104	0.126	0.020	0.060
Secondary_Descriptor	1.000	1.000	0.827	0.564	1.000	1.000	0.004	-0.015	-0.391	0.167	0.035	0.046	0.357	0.077	0.157	-0.426	0.135
centroid_x	0.018	-0.007	0.014	0.004	0.090	0.004	1.000	-0.001	0.077	-0.034	0.047	0.362	0.014	0.581	0.356	0.080	0.038
centroid_y	0.029	0.036	0.017	-0.088	-0.070	-0.015	-0.001	1.000	-0.043	0.005	0.134	0.293	0.017	0.582	0.326	-0.045	0.030
distance	-0.349	-0.122	-0.144	0.424	0.018	-0.391	0.077	-0.043	1.000	-0.248	0.006	0.093	-0.144	0.013	0.021	0.935	0.010
frame	0.181	-0.014	0.061	-0.232	0.008	0.167	-0.034	0.005	-0.248	1.000	0.000	0.030	0.061	0.000	0.000	-0.261	0.000
group	0.031	0.019	0.035	0.026	0.047	0.035	0.047	0.134	0.006	0.000	1.000	0.048	0.010	0.128	1.000	-0.011	0.091
in_center	0.040	0.038	0.077	0.058	0.093	0.046	0.362	0.293	0.093	0.030	0.048	1.000	-0.031	0.118	0.215	0.065	0.053
motif_hmm_650	0.169	0.101	1.000	0.055	-0.067	0.357	0.014	0.017	-0.144	0.061	0.010	-0.031	1.000	0.100	0.088	-0.155	0.038
rat	0.048	0.057	0.100	0.074	0.104	0.077	0.581	0.582	0.013	0.000	0.128	0.118	0.100	1.000	0.942	-0.008	0.000
rat_id	0.110	0.085	0.088	0.126	0.126	0.157	0.356	0.326	0.021	0.000	1.000	0.215	0.088	0.942	1.000	0.017	0.053
speed	-0.375	-0.134	-0.155	0.464	0.020	-0.426	0.080	-0.045	0.935	-0.261	-0.011	0.065	-0.155	-0.008	0.017	1.000	0.018
time_point	0.055	0.060	0.038	0.084	0.060	0.135	0.038	0.030	0.010	0.000	0.091	0.053	0.038	0.000	0.053	0.018	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	file_name	frame	motif_hmm_650	centroid_x	centroid_y	distance	speed	rat	rat_id	group	time_point	Motif	Exclude	Moving_Quickly	Predominant_Behavior	Secondary_Descriptor	Category
0	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1	0	28	73.74916	281.14725	0.237028	5.788066	Rat1	A1	Sham	Baseline_1	28	False	NaN	Rearing	NaN	Exploratory
1	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1	1	0	73.97390	279.87573	0.277611	6.482201	Rat1	A1	Sham	Baseline_1	0	False	False	Rearing	NaN	Exploratory
2	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1	2	0	74.12506	278.42282	0.314063	7.303471	Rat1	A1	Sham	Baseline_1	0	False	False	Rearing	NaN	Exploratory
3	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1	3	0	74.03892	276.72820	0.364817	8.381433	Rat1	A1	Sham	Baseline_1	0	False	False	Rearing	NaN	Exploratory
4	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1	4	0	73.83466	274.99896	0.374372	9.407344	Rat1	A1	Sham	Baseline_1	0	False	False	Rearing	NaN	Exploratory
5	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1	5	0	73.48978	273.12793	0.409046	10.439452	Rat1	A1	Sham	Baseline_1	0	False	False	Rearing	NaN	Exploratory
6	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1	6	0	73.04165	270.88998	0.490712	11.718060	Rat1	A1	Sham	Baseline_1	0	False	False	Rearing	NaN	Exploratory
7	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1	7	0	72.51922	268.96298	0.429260	12.409242	Rat1	A1	Sham	Baseline_1	0	False	False	Rearing	NaN	Exploratory
8	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1	8	0	71.96824	267.16284	0.404755	12.648870	Rat1	A1	Sham	Baseline_1	0	False	False	Rearing	NaN	Exploratory
9	22-01-10_Baseline_1_DJL_TABB_cropped_CRF0_0min_to_15min_Rat1	9	0	71.44137	265.38058	0.399579	12.800114	Rat1	A1	Sham	Baseline_1	0	False	False	Rearing	NaN	Exploratory

	file_name	frame	motif_hmm_650	centroid_x	centroid_y	distance	speed	rat	rat_id	group	time_point	Motif	Exclude	Moving_Quickly	Predominant_Behavior	Secondary_Descriptor	Category
12621950	22-05-05_Drug_Trt_DJL_TXBY_cropped_CRF0_0min_to_15min_Rat4	26960	11	376.16336	375.05493	0.072970	2.255560	Rat4	Y2	Treated	Drug_Trt	11	False	False	Sniffing	Active	Exploratory
12621951	22-05-05_Drug_Trt_DJL_TXBY_cropped_CRF0_0min_to_15min_Rat4	26961	11	376.07925	375.34003	0.063913	2.191613	Rat4	Y2	Treated	Drug_Trt	11	False	False	Sniffing	Active	Exploratory
12621952	22-05-05_Drug_Trt_DJL_TXBY_cropped_CRF0_0min_to_15min_Rat4	26962	11	376.03363	375.57294	0.051027	2.051072	Rat4	Y2	Treated	Drug_Trt	11	False	False	Sniffing	Active	Exploratory
12621953	22-05-05_Drug_Trt_DJL_TXBY_cropped_CRF0_0min_to_15min_Rat4	26963	11	376.04352	375.74550	0.037163	1.813118	Rat4	Y2	Treated	Drug_Trt	11	False	False	Sniffing	Active	Exploratory
12621954	22-05-05_Drug_Trt_DJL_TXBY_cropped_CRF0_0min_to_15min_Rat4	26964	11	376.11203	375.85340	0.027476	1.515297	Rat4	Y2	Treated	Drug_Trt	11	False	False	Sniffing	Active	Exploratory
12621955	22-05-05_Drug_Trt_DJL_TXBY_cropped_CRF0_0min_to_15min_Rat4	26965	11	376.22357	375.89578	0.025657	1.231416	Rat4	Y2	Treated	Drug_Trt	11	False	False	Sniffing	Active	Exploratory
12621956	22-05-05_Drug_Trt_DJL_TXBY_cropped_CRF0_0min_to_15min_Rat4	26966	11	376.33826	375.87506	0.025057	0.998283	Rat4	Y2	Treated	Drug_Trt	11	False	False	Sniffing	Active	Exploratory
12621957	22-05-05_Drug_Trt_DJL_TXBY_cropped_CRF0_0min_to_15min_Rat4	26967	11	376.38602	375.79605	0.019845	0.811193	Rat4	Y2	Treated	Drug_Trt	11	False	False	Sniffing	Active	Exploratory
12621958	22-05-05_Drug_Trt_DJL_TXBY_cropped_CRF0_0min_to_15min_Rat4	26968	11	376.26016	375.66530	0.039014	0.822301	Rat4	Y2	Treated	Drug_Trt	11	False	False	Sniffing	Active	Exploratory
12621959	22-05-05_Drug_Trt_DJL_TXBY_cropped_CRF0_0min_to_15min_Rat4	26969	11	375.81070	375.49000	0.103729	1.279816	Rat4	Y2	Treated	Drug_Trt	11	False	False	Sniffing	Active	Exploratory

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Decimal Number

Connector Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories